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October Surprise 2024

AI Control Plane: Components, Architecture and Use Cases

An AI control plane is the governance and management layer that sits between enterprise AI systems — models, agents, and pipelines — and the underlying data and business context they consume. It enforces access policies, manages identity and permissions, serves governed context at inference time, and maintains tamper-resistant audit trails. Unlike the data plane, which processes user …